{"id":"W4405663833","doi":"10.1016/j.msard.2024.106245","title":"Not for everyone: Factors influencing who receives psychotherapy in people with multiple sclerosis","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Multiple sclerosis; Medicine; Psychotherapist; Psychiatry; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004826298,0.0006428493,0.0009509836,0.0007302148,0.0004338999,0.000213031,0.0002053716,0.0003768074,0.00009003264],"category_scores_gemma":[0.0004590453,0.0004718405,0.0003179754,0.001320997,0.0004081006,0.0004575029,0.00006876112,0.0007347762,0.00001539952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000199156,"about_ca_system_score_gemma":0.0001528105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415094,"about_ca_topic_score_gemma":0.004819718,"domain_scores_codex":[0.9962257,0.0001194235,0.000766385,0.001224409,0.00063623,0.00102788],"domain_scores_gemma":[0.9975636,0.001307099,0.0001242432,0.0004902838,0.0001566459,0.0003581557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002165116,0.0004570459,0.8760179,0.0008649995,0.001003515,0.000004792098,0.01535639,0.0005995209,0.05965143,0.00003858901,0.001727177,0.04211358],"study_design_scores_gemma":[0.01055667,0.0006973121,0.9603561,0.003079087,0.0001246681,0.000004190319,0.003206525,0.01660205,0.00216822,0.0000535109,0.002509924,0.0006417314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851099,0.009089287,0.000322774,0.001764724,0.000318131,0.002646547,0.0001423551,0.0003492623,0.0002569744],"genre_scores_gemma":[0.9621296,0.03528167,0.0008907592,0.0001751237,0.00005904133,0.0005500537,0.00008058704,0.000169548,0.0006636305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08433826,"threshold_uncertainty_score":0.9997733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04155354934755087,"score_gpt":0.2807413214089716,"score_spread":0.2391877720614208,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}